1
|
Jin X, Lai CT, Perrella SL, Zhou X, Hassan GM, McEachran JL, Gridneva Z, Taylor NL, Wlodek ME, Geddes DT. Milk Composition Is Predictive of Low Milk Supply Using Machine Learning Approaches. Diagnostics (Basel) 2025; 15:191. [PMID: 39857075 PMCID: PMC11764425 DOI: 10.3390/diagnostics15020191] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Revised: 01/10/2025] [Accepted: 01/14/2025] [Indexed: 01/27/2025] Open
Abstract
Background/Objectives: The causes of low milk supply are multifactorial, including factors such as gene mutations, endocrine disorders, and infrequent milk removal. These factors affect the functional capacity of the mammary gland and, potentially, the concentrations of milk components. This study aimed to investigate the differences in milk composition between mothers with low and normal milk supply and develop predictive machine learning models for identifying low milk supply. Methods: Twenty-four-hour milk production measurements were conducted using the test-weigh method. An array of milk components was measured in 58 women with low milk supply (<600 mL/24 h) and 106 with normal milk supply (≥600 mL/24 h). Machine learning algorithms were employed to develop prediction models integrating milk composition and maternal and infant characteristics. Results: Among the six machine learning algorithms tested, deep learning and gradient boosting machines methods had the best performance metrics. The best-performing model, incorporating 14 milk components and maternal and infant characteristics, achieved an accuracy of 87.9%, an area under the precision-recall curve (AUPRC) of 0.893, and an area under the receiver operating characteristic curve (AUC) of 0.917. Additionally, a simplified model, optimised for clinical applicability, maintained a reasonable accuracy of 78.8%, an AUPRC of 0.776, and an AUC of 0.794. Conclusions: These findings demonstrate the potential of machine learning models to predict low milk supply with high accuracy. Integrating milk composition and maternal and infant characteristics offers a practical approach to identify women at risk of low milk supply, facilitating timely interventions to support breastfeeding and ensure adequate infant nutrition.
Collapse
Affiliation(s)
- Xuehua Jin
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
| | - Ching Tat Lai
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
| | - Sharon L. Perrella
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
| | - Xiaojie Zhou
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
| | - Ghulam Mubashar Hassan
- School of Physics, Mathematics and Computing, The University of Western Australia, Crawley, WA 6009, Australia;
| | - Jacki L. McEachran
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
| | - Zoya Gridneva
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
| | - Nicolas L. Taylor
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- ARC Training Centre for Next-Gen Technologies in Biomedical Analysis, The University of Western Australia, Crawley, WA 6009, Australia
| | - Mary E. Wlodek
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- Department of Obstetrics, Gynaecology and Newborn Health, The University of Melbourne, Melbourne, VIC 3010, Australia
| | - Donna T. Geddes
- School of Molecular Sciences, The University of Western Australia, Crawley, WA 6009, Australia; (X.J.); (C.T.L.); (S.L.P.); (X.Z.); (J.L.M.); (Z.G.); (N.L.T.); (M.E.W.)
- UWA Centre for Human Lactation Research and Translation, Crawley, WA 6009, Australia
- ABREAST Network, Perth, WA 6000, Australia
- ARC Training Centre for Next-Gen Technologies in Biomedical Analysis, The University of Western Australia, Crawley, WA 6009, Australia
| |
Collapse
|
2
|
Luzardo-Ocampo I, Ocampo-Ruiz AL, Dena-Beltrán JL, Martínez de la Escalera G, Clapp C, Macotela Y. The Diversity of Gut Microbiota at Weaning Is Altered in Prolactin Receptor-Null Mice. Nutrients 2023; 15:3447. [PMID: 37571383 PMCID: PMC10420910 DOI: 10.3390/nu15153447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 07/27/2023] [Accepted: 08/02/2023] [Indexed: 08/13/2023] Open
Abstract
Maternal milk supports offspring development by providing microbiota, macronutrients, micronutrients, immune factors, and hormones. The hormone prolactin (PRL) is an important milk component with protective effects against metabolic diseases. Because maternal milk regulates microbiota composition and adequate microbiota protect against the development of metabolic diseases, we aimed to investigate whether PRL/PRL receptor signaling regulates gut microbiota composition in newborn mice at weaning. 16SrRNA sequencing of feces and bioinformatics analysis was performed to evaluate gut microbiota in PRL receptor-null mice (Prlr-KO) at weaning (postnatal day 21). The normalized colon and cecal weights were higher and lower, respectively, in the Prlr-KO mice relative to the wild-type mice (Prlr-WT). Relative abundances (Simpson Evenness Index), phylogenetic diversity, and bacterial concentrations were lower in the Prlr-KO mice. Eleven bacteria species out of 470 differed between the Prlr-KO and Prlr-WT mice, with two genera (Anaerotruncus and Lachnospiraceae) related to metabolic disease development being the most common in the Prlr-KO mice. A higher metabolism of terpenoids and polyketides was predicted in the Prlr-KO mice compared to the Prlr-WT mice, and these metabolites had antimicrobial properties and were present in microbe-associated pathogenicity. We concluded that the absence of the PRL receptor altered gut microbiota, resulting in lower abundance and richness, which could contribute to metabolic disease development.
Collapse
Affiliation(s)
| | | | | | | | | | - Yazmín Macotela
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro 76230, Mexico; (I.L.-O.); (A.L.O.-R.); (J.L.D.-B.); (G.M.d.l.E.); (C.C.)
| |
Collapse
|
3
|
Luzardo-Ocampo I, Dena-Beltrán JL, Ruiz-Herrera X, Ocampo-Ruiz AL, Martínez de la Escalera G, Clapp C, Macotela Y. Obesity-derived alterations in the lactating mammary gland: Focus on prolactin. Mol Cell Endocrinol 2023; 559:111810. [PMID: 36374835 DOI: 10.1016/j.mce.2022.111810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 10/18/2022] [Accepted: 10/21/2022] [Indexed: 11/07/2022]
Abstract
Obesity is a modern pandemic with negative consequences in women's reproductive health. Women with overweight and obesity can develop mammary gland alterations that unable exclusive breastfeeding. Obesity associates with a disturbed lactating mammary gland endocrine environment including a decreased action of the hormone prolactin (PRL), the master regulator of lactation. The PRL receptor and the action of PRL are reduced in the mammary gland of lactating rodents fed an obesogenic diet and are contributing factors to impaired lactation in obesity. Also, treatment with PRL improves milk yield in women with lactation insufficiency. This review focuses on the impact of diet-induced obesity in the lactating mammary gland and how obesity impairs the lactogenic action of PRL. Although obesity alters lactation performance in humans and rodents, the responsible mechanisms have been mainly addressed in rodents.
Collapse
Affiliation(s)
- Ivan Luzardo-Ocampo
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico
| | - José L Dena-Beltrán
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico
| | - Xarubet Ruiz-Herrera
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico
| | - Ana Luisa Ocampo-Ruiz
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico
| | - Gonzalo Martínez de la Escalera
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico
| | - Carmen Clapp
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico
| | - Yazmín Macotela
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230, Querétaro, Mexico.
| |
Collapse
|
4
|
Rangel-García CA, Reynoso-Camacho R, Pérez-Ramírez IF, Morales-Luna E, de los Ríos EA, Salgado LM. Serum Phospholipids Are Potential Therapeutic Targets of Aqueous Extracts of Roselle ( Hibiscus sabdariffa) against Obesity and Insulin Resistance. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:16538. [PMID: 36554419 PMCID: PMC9779630 DOI: 10.3390/ijerph192416538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/08/2022] [Revised: 12/04/2022] [Accepted: 12/06/2022] [Indexed: 06/17/2023]
Abstract
Roselle (Hibiscus sabdariffa) is rich in phenolic compounds with antiobesogenic and antidiabetic effects. In this study, the effects of aqueous extracts of two varieties of Hibiscus sabdariffa, Alma blanca (white-yellow color) and Cuarenteña (purple color), were evaluated for the prevention of obesity and insulin resistance in rats fed a high-fat and high-fructose diet (HFFD), identifying targeted molecules through global metabolomics. After sixteen weeks, both roselle aqueous extracts prevented body weight gain, and white roselle extract ameliorated insulin resistance and decreased serum free fatty acid levels. Moreover, white roselle extract decreased 18:0 and 20:4 lysophosphatidylethanolamines and purple roselle extract increased 16:0 and 20:4 lysophosphatidylinositol compared to HFFD-fed rats. These results demonstrate that roselle's beneficial health effects are variety-dependent. Interestingly, the white roselle extract showed a greater beneficial effect, probably due to its high contents of organic and phenolic acids, though its consumption is not as popular as that of the red/purple varieties.
Collapse
Affiliation(s)
- Carmen Alejandra Rangel-García
- Centro de Investigación en Ciencia Aplicada y Tecnología Avanzada del Instituto Politécnico Nacional, Colinas del Cimatario, Queretaro 76090, Qro., Mexico
| | - Rosalía Reynoso-Camacho
- Facultad de Química, Universidad Autónoma de Querétaro, C.U. Cerro de las Campanas, Queretaro 76010, Qro., Mexico
| | - Iza F. Pérez-Ramírez
- Facultad de Química, Universidad Autónoma de Querétaro, C.U. Cerro de las Campanas, Queretaro 76010, Qro., Mexico
| | - Elizabeth Morales-Luna
- Facultad de Química, Universidad Autónoma de Querétaro, C.U. Cerro de las Campanas, Queretaro 76010, Qro., Mexico
| | - Ericka A. de los Ríos
- Instituto de Neurobiología, Universidad Nacional Autónoma de México, Campus Juriquilla, Juriquilla, Queretaro 76230, Qro., Mexico
| | - Luis M. Salgado
- Centro de Investigación en Ciencia Aplicada y Tecnología Avanzada del Instituto Politécnico Nacional, Colinas del Cimatario, Queretaro 76090, Qro., Mexico
| |
Collapse
|
5
|
Gregg B, Ellsworth L, Pavela G, Shah K, Berger PK, Isganaitis E, VanOmen S, Demerath EW, Fields DA. Bioactive compounds in mothers milk affecting offspring outcomes: A narrative review. Pediatr Obes 2022; 17:e12892. [PMID: 35060344 PMCID: PMC9177518 DOI: 10.1111/ijpo.12892] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 12/07/2021] [Accepted: 01/03/2022] [Indexed: 01/01/2023]
Abstract
BACKGROUND Compared to the exhaustive study of transgenerational programming of obesity and diabetes through exposures in the prenatal period, postnatal programming mechanisms are understudied, including the potential role of breast milk composition linking maternal metabolic status (body mass index and diabetes) and offspring growth, metabolic health and future disease risk. METHODS This narrative review will principally focus on four emergent bioactive compounds [microRNA's (miRNA), lipokines/signalling lipids, small molecules/metabolites and fructose] that, until recently were not known to exist in breast milk. The objective of this narrative review is to integrate evidence across multiple fields of study that demonstrate the importance of these compositional elements of breast milk during lactation and the subsequent effect of breast milk components on the health of the infant. RESULTS Current knowledge on the presence of miRNA's, lipokines/signalling lipids, small molecules/metabolites and fructose in breast milk and their associations with infant outcomes is compelling, but far from resolved. Two themes emerge: (1) maternal metabolic phenotypes are associated with these bioactives and (2) though existing in milk at low concentrations, they are also associated with offspring growth and body composition. CONCLUSION Breast milk research is gaining momentum though we must remain focused on understanding how non-nutritive bioactive components are affected by the maternal phenotype, how they subsequently impact infant outcomes. Though early, there is evidence to suggest fructose is associated with fat mass in the 1st months of life whereas 12,13 diHOME (brown fat activator) and betaine are negatively associated with early adiposity and growth.
Collapse
Affiliation(s)
- Brigid Gregg
- Department of Pediatrics, Division of Pediatric Endocrinology, University of Michigan, Ann Arbor, MI, USA
| | - Lindsay Ellsworth
- Department of Pediatrics, Division of Neonatal-Perinatal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Gregory Pavela
- Department of Health Behavior, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Kruti Shah
- Department of Pediatrics, Section of Endocrinology and Diabetes, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Paige K. Berger
- Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, CA, USA
| | - Elvira Isganaitis
- Research Division, Joslin Diabetes Center, Harvard Medical School, Boston, MA (USA)
| | - Sheri VanOmen
- Department of Pediatrics, Division of Neonatal-Perinatal Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Ellen W. Demerath
- Division of Epidemiology and Community Health, University of Minnesota, Minneapolis, MN, USA
| | - David A. Fields
- Department of Pediatrics, Section of Endocrinology and Diabetes, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA,Correspondence to: Address: University of Oklahoma Health Sciences Center, 1200 Children's Avenue Suite 4500, Oklahoma City, OK73104, USA
| |
Collapse
|
6
|
Gómez-Velázquez HDJ, Aparicio-Fernández X, Mora O, González Davalos ML, de Los Ríos EA, Reynoso-Camacho R. Chia seeds and chemical-elicited sprouts supplementation ameliorates insulin resistance, dyslipidemia, and hepatic steatosis in obese rats. J Food Biochem 2022; 46:e14136. [PMID: 35322435 DOI: 10.1111/jfbc.14136] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 01/19/2022] [Accepted: 02/01/2022] [Indexed: 12/01/2022]
Abstract
Chia seeds (CS) and sprouts are rich in bioactive compounds. This study aimed to assess the effects of germination and chemical elicitation (salicylic acid [SA]; hydrogen peroxide [H2 O2 ]) on proximate chemical, total phenolics compounds (TPC), non-extractable proanthocyanidins (NEPA), and carotenoids content of chia sprouts; besides, the effects of their supplementation on obesity-associated complications in rats fed with high-fat and fructose diet (HFFD) were evaluated. Protein, carbohydrate, TPC, NEPA, and carotenoids content were higher in sprouts than CS; elicitation enhanced TPC and carotenoids compared to non-elicited (NE) sprouts. CS, NE, and elicited chia sprouts ameliorated insulin resistance and dyslipidemia at the same level in HFFD-fed rats. NE and SA-chia sprouts exerted the biggest reduction in hepatic triglycerides, which could be partially related to inhibition of pancreatic lipase activity. In addition, SA elicitation induced the greatest effect on insulin levels and corporal weight. CS and their sprouts decreased obesity and its complication, mainly SA-elicited sprouts. PRACTICAL APPLICATIONS: The growing epidemic of non-communicable diseases such as diabetes and obesity has led to the search for prevention and treatment through lifestyle changes, including the consumption of foods rich in bioactive compounds, such as seeds and their sprouts. Since sprouts contain higher concentrations of bioactive compounds and nutrients than seed, germination is a natural alternative to produce ready-to-eat functional foods. Chemical elicitation is a strategy to increase even more the bioactivity of sprouts. CS has been recognized for its beneficial health effects ameliorating dyslipidemia and insulin resistance. This study demonstrates that elicitation, with SA and H2 O2 , during germination of CS, increases the nutrient and phytochemical content of sprouts, with beneficial effects on body weight gain, insulin resistance, dyslipidemia, and prevention of NAFLD progression in diet-induced obese rats. Therefore, chia sprouts, natural and elicited, may be used as potential nutraceutical foods for the prevention and treatment of obesity and its complications.
Collapse
Affiliation(s)
- Haiku D J Gómez-Velázquez
- Departamento de la Tierra y de la Vida, Centro Universitario de los Lagos, Universidad de Guadalajara, Lagos de Moreno, Mexico.,Research and Graduate School of Chemistry, Autonomous University of Queretaro, Queretaro, Mexico
| | - Xochitl Aparicio-Fernández
- Departamento de la Tierra y de la Vida, Centro Universitario de los Lagos, Universidad de Guadalajara, Lagos de Moreno, Mexico
| | - Ofelia Mora
- Laboratorio de Rumiología y Metabolismo Nutricional (RuMeN). Facultad de Estudios Superiores Cuautitlán, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - María Laura González Davalos
- Laboratorio de Rumiología y Metabolismo Nutricional (RuMeN). Facultad de Estudios Superiores Cuautitlán, Universidad Nacional Autónoma de México, Querétaro, Mexico
| | - Erika A de Los Ríos
- Instituto de Neurobiologıa, Universidad Nacional Autónoma de Mexico, Querétaro, Mexico
| | - Rosalía Reynoso-Camacho
- Research and Graduate School of Chemistry, Autonomous University of Queretaro, Queretaro, Mexico
| |
Collapse
|
7
|
Macotela Y, Ruiz-Herrera X, Vázquez-Carrillo DI, Ramírez-Hernandez G, Martínez de la Escalera G, Clapp C. The beneficial metabolic actions of prolactin. Front Endocrinol (Lausanne) 2022; 13:1001703. [PMID: 36213259 PMCID: PMC9539817 DOI: 10.3389/fendo.2022.1001703] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Accepted: 08/19/2022] [Indexed: 11/13/2022] Open
Abstract
The role of prolactin (PRL) favoring metabolic homeostasis is supported by multiple preclinical and clinical studies. PRL levels are key to explaining the direction of its actions. In contrast with the negative outcomes associated with very high (>100 μg/L) and very low (<7 μg/L) PRL levels, moderately high PRL levels, both within but also above the classically considered physiological range are beneficial for metabolism and have been defined as HomeoFIT-PRL. In animal models, HomeoFIT-PRL levels counteract insulin resistance, glucose intolerance, adipose tissue hypertrophy and fatty liver; and in humans associate with reduced prevalence of insulin resistance, fatty liver, glucose intolerance, metabolic syndrome, reduced adipocyte hypertrophy, and protection from type 2 diabetes development. The beneficial actions of PRL can be explained by its positive effects on main metabolic organs including the pancreas, liver, adipose tissue, and hypothalamus. Here, we briefly review work supporting PRL as a promoter of metabolic homeostasis in rodents and humans, the PRL levels associated with metabolic protection, and the proposed mechanisms involved. Finally, we discuss the possibility of using drugs elevating PRL for the treatment of metabolic diseases.
Collapse
|
8
|
Hafner H, Mulcahy MC, Carlson Z, Hartley P, Sun H, Westerhoff M, Qi N, Bridges D, Gregg B. Lactational High Fat Diet in Mice Causes Insulin Resistance and NAFLD in Male Offspring Which Is Partially Rescued by Maternal Metformin Treatment. Front Nutr 2021; 8:759690. [PMID: 34977118 PMCID: PMC8714922 DOI: 10.3389/fnut.2021.759690] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Accepted: 10/26/2021] [Indexed: 01/16/2023] Open
Abstract
Maternal metabolic disease and diet during pregnancy and lactation have important implications for the programming of offspring metabolic disease. In addition, high-fat diets during pregnancy and lactation can predispose the offspring to non-alcoholic fatty liver disease (NAFLD), a rising health threat in the U.S. We developed a model of maternal high-fat feeding exclusively during the lactation period. We previously showed that offspring from dams, given lactational high-fat diet (HFD), are predisposed to obesity, glucose intolerance, and inflammation. In separate experiments, we also showed that lactational metformin treatment can decrease offspring metabolic risk. The purpose of these studies was to understand the programming implications of lactational HFD on offspring metabolic liver disease risk. Dams were fed a 60% lard-based HFD from the day of delivery through the 21-day lactation period. A subset of dams was also given metformin as a co-treatment. Starting at weaning, the offspring were fed normal fat diet until 3 months of age; at which point, a subset was challenged with an additional HFD stressor. Lactational HFD led male offspring to develop hepatic insulin resistance. The post-weaning HFD challenge led male offspring to progress to NAFLD with more severe outcomes in the lactational HFD-challenged offspring. Co-administration of metformin to lactating dams on HFD partially rescued the offspring liver metabolic defects in males. Lactational HFD or post-weaning HFD had no impact on female offspring who maintained a normal insulin sensitivity and liver phenotype. These findings indicate that HFD, during the lactation period, programs the adult offspring to NAFLD risk in a sexually dimorphic manner. In addition, early life intervention with metformin via maternal exposure may prevent some of the liver programming caused by maternal HFD.
Collapse
Affiliation(s)
- Hannah Hafner
- Division of Endocrinology, Department of Pediatrics, Michigan Medicine, Ann Arbor, MI, United States
| | - Molly C. Mulcahy
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Zach Carlson
- Division of Endocrinology, Department of Pediatrics, Michigan Medicine, Ann Arbor, MI, United States
| | - Phillip Hartley
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Haijing Sun
- Division of Endocrinology, Department of Pediatrics, Michigan Medicine, Ann Arbor, MI, United States
| | - Maria Westerhoff
- Department of Pathology, Michigan Medicine, Ann Arbor, MI, United States
| | - Nathan Qi
- Department of Molecular and Integrative Physiology, Michigan Medicine, Ann Arbor, MI, United States
| | - Dave Bridges
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| | - Brigid Gregg
- Division of Endocrinology, Department of Pediatrics, Michigan Medicine, Ann Arbor, MI, United States
- Department of Nutritional Sciences, School of Public Health, University of Michigan, Ann Arbor, MI, United States
| |
Collapse
|
9
|
Lopez-Vicchi F, De Winne C, Brie B, Sorianello E, Ladyman SR, Becu-Villalobos D. Metabolic functions of prolactin: Physiological and pathological aspects. J Neuroendocrinol 2020; 32:e12888. [PMID: 33463813 DOI: 10.1111/jne.12888] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/29/2020] [Revised: 05/25/2020] [Accepted: 06/23/2020] [Indexed: 12/14/2022]
Abstract
Prolactin is named after its vital role of promoting milk production during lactation, although it has been implicated in multiple functions within the body, including metabolism and energy homeostasis. Prolactin has been hypothesised to play a key role in driving many of the adaptations of the maternal body to allow the mother to meet the physiological demands of both pregnancy and lactation, including the high energetic demands of the growing foetus followed by milk production to support the offspring after birth. Prolactin receptors are found in many tissues involved in metabolism and food intake, such as the pancreas, liver, hypothalamus, small intestine and adipose tissue. We review the literature examining the effects of prolactin in these various tissues and how they relate to changes in function in physiological states of high prolactin, such as pregnancy and lactation, and in pathological states of hyperprolactinaemia in the adult. In many cases, whether prolactin promotes healthy metabolism or leads to dysregulation of metabolic functions is highly dependent on the situation. Overall, although prolactin may not play a major role in regulating metabolism and body weight outside of pregnancy and lactation, it definitely has the ability to contribute to metabolic function.
Collapse
Affiliation(s)
- Felicitas Lopez-Vicchi
- Instituto de Biologia y Medicina Experimental, Consejo Nacional de Investigaciones Cientificas y Tecnicas, Buenos Aires, Argentina
| | - Catalina De Winne
- Instituto de Biologia y Medicina Experimental, Consejo Nacional de Investigaciones Cientificas y Tecnicas, Buenos Aires, Argentina
| | - Belen Brie
- Instituto de Biologia y Medicina Experimental, Consejo Nacional de Investigaciones Cientificas y Tecnicas, Buenos Aires, Argentina
| | - Eleonora Sorianello
- Instituto de Biologia y Medicina Experimental, Consejo Nacional de Investigaciones Cientificas y Tecnicas, Buenos Aires, Argentina
| | - Sharon R Ladyman
- Centre for Neuroendocrinology, Department of Anatomy, School of Biomedical Sciences, University of Otago, Dunedin, New Zealand
- Maurice Wilkins Centre, Auckland, New Zealand
| | - Damasia Becu-Villalobos
- Instituto de Biologia y Medicina Experimental, Consejo Nacional de Investigaciones Cientificas y Tecnicas, Buenos Aires, Argentina
| |
Collapse
|
10
|
Prolactin: A hormone with diverse functions from mammary gland development to cancer metastasis. Semin Cell Dev Biol 2020; 114:159-170. [PMID: 33109441 DOI: 10.1016/j.semcdb.2020.10.005] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2020] [Revised: 10/04/2020] [Accepted: 10/11/2020] [Indexed: 01/14/2023]
Abstract
Prolactin has a rich mechanistic set of actions and signaling in order to elicit developmental effects in mammals. Historically, prolactin has been appreciated as an endocrine peptide hormone that is responsible for final, functional mammary gland development and lactation. Multiple signaling pathways impacted upon by the microenvironment contribute to cell function and differentiation. Endocrine, autocrine and paracrine signaling are now apparent in not only mammary development, but also in cancer, and involve multiple cell types including those of the immune system. Multiple ligands agonists are capable of binding to the prolactin receptor, potentially expanding receptor function. Prolactin has an important role not only in tumorigenesis of the breast, but also in a number of hormonally responsive cancers such as prostate, ovarian and endometrial cancer, as well as pancreatic and lung cancer. Although pituitary and extra-pituitary sources of prolactin such as the epithelium are important, stromal sourced prolactin is now also being recognized as an important factor in tumor progression, all of which potentially signal to multiple cell types in the tumor microenvironment. While prolactin has important roles in milk production including calcium and bone homeostasis, in the disease state it can also affect bone homeostasis. Prolactin also impacts metastatic cancer of the breast to modulate the bone microenvironment and promote bone damage. Prolactin has a fascinating contribution in both physiologic and pathologic settings of mammals.
Collapse
|
11
|
Macotela Y, Triebel J, Clapp C. Time for a New Perspective on Prolactin in Metabolism. Trends Endocrinol Metab 2020; 31:276-286. [PMID: 32044206 DOI: 10.1016/j.tem.2020.01.004] [Citation(s) in RCA: 74] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2019] [Revised: 12/09/2019] [Accepted: 01/09/2020] [Indexed: 12/13/2022]
Abstract
The pituitary hormone prolactin (PRL) regulates a variety of functions beyond reproduction. The association between physiological (pregnancy) and pathological (prolactinoma) hyperprolactinemia and metabolic alterations led to the concept of this hormone being diabetogenic. However, large cohort clinical studies have recently shown that low circulating PRL levels are associated with metabolic disease and represent a risk factor for type 2 diabetes (T2D), whereas high PRL levels are beneficial. Moreover, PRL acts on the pancreas, liver, adipose tissue, and hypothalamus to maintain and promote metabolic homeostasis. By integrating basic and clinical evidence, we hypothesize that upregulation of PRL levels is a mechanism to maintain metabolic homeostasis and, thus, propose that the range of PRL levels considered physiological should be expanded to higher values.
Collapse
Affiliation(s)
- Yazmín Macotela
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230 Querétaro, México.
| | - Jakob Triebel
- Institute for Clinical Chemistry, Laboratory Medicine, and Transfusion Medicine, Nuremberg General Hospital, Paracelsus Medical University, 90419 Nuremberg, Germany
| | - Carmen Clapp
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Campus UNAM-Juriquilla, 76230 Querétaro, México
| |
Collapse
|
12
|
Abstract
Worldwide obesity is increasing at an alarming rate in children and adolescents, with the consequent emergence of co-morbidities. Moreover, the maternal environment during pregnancy plays an important role in obesity, contributing to transgenerational transmission of the same and metabolic dysfunction. White adipose tissue represents a prime target of metabolic programming induced by maternal milieu. In this article, we review adipose tissue physiology and development, as well as maternal influences during the perinatal period that may lead to obesity in early postnatal life and adulthood. First, we describe the adipose tissue cell composition, distribution and hormonal action, together with the evidence of hormonal factors participating in fetal/postnatal programming. Subsequently, we describe the critical periods of adipose tissue development and the relationship of gestational and early postnatal life with healthy fetal adipose tissue expansion. Furthermore, we discuss the evidence showing that adipose tissue is an important target for nutritional, hormonal and epigenetic signals to modulate fetal growth. Finally, we describe nutritional, hormonal, epigenetic and microbiome changes observed in maternal obesity, and whether their disruption alters fetal growth and adiposity. The presented evidence supports the developmental origins of health and disease concept, which proposes that the homeostatic system is affected during gestational and postnatal development, impeding the ability to regulate body weight after birth, thereby resulting in adult obesity. Consequently, we anticipate that promoting a healthy early-life programming of adipose tissue and increasing the knowledge of the mechanisms by which maternal factors affect the health of future generations may offer novel strategies for explaining and addressing worldwide health problems such as obesity.
Collapse
|
13
|
Marousez L, Lesage J, Eberlé D. Epigenetics: Linking Early Postnatal Nutrition to Obesity Programming? Nutrients 2019; 11:E2966. [PMID: 31817318 PMCID: PMC6950532 DOI: 10.3390/nu11122966] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2019] [Accepted: 11/16/2019] [Indexed: 12/22/2022] Open
Abstract
Despite constant research and public policy efforts, the obesity epidemic continues to be a major public health threat, and new approaches are urgently needed. It has been shown that nutrient imbalance in early life, from conception to infancy, influences later obesity risk, suggesting that obesity could result from "developmental programming". In this review, we evaluate the possibility that early postnatal nutrition programs obesity risk via epigenetic mechanisms, especially DNA methylation, focusing on four main topics: (1) the dynamics of epigenetic processes in key metabolic organs during the early postnatal period; (2) the epigenetic effects of alterations in early postnatal nutrition in animal models or breastfeeding in humans; (3) current limitations and remaining outstanding questions in the field of epigenetic programming; (4) candidate pathways by which early postnatal nutrition could epigenetically program adult body weight set point. A particular focus will be given to the potential roles of breast milk fatty acids, neonatal metabolic and hormonal milieu, and gut microbiota. Understanding the mechanisms by which early postnatal nutrition can promote lifelong metabolic modifications is essential to design adequate recommendations and interventions to "de-program" the obesity epidemic.
Collapse
Affiliation(s)
| | | | - Delphine Eberlé
- University Lille, EA4489 Environnement Périnatal et Santé, Équipe Malnutrition Maternelle et Programmation des Maladies Métaboliques, F-59000 Lille, France
| |
Collapse
|
14
|
Abstract
PURPOSE OF REVIEW A growing body of epidemiological and experimental data indicate that nutritional or environmental stressors during early development can induce long-term adaptations that increase risk of obesity, diabetes, cardiovascular disease, and other chronic conditions-a phenomenon termed "developmental programming." A common phenotype in humans and animal models is altered body composition, with reduced muscle and bone mass, and increased fat mass. In this review, we summarize the recent literature linking prenatal factors to future body composition and explore contributing mechanisms. RECENT FINDINGS Many prenatal exposures, including intrauterine growth restriction, extremes of birth weight, maternal obesity, and maternal diabetes, are associated with increased fat mass, reduced muscle mass, and decreased bone density, with effects reported throughout infancy and childhood, and persisting into middle age. Mechanisms and mediators include maternal diet, breastmilk composition, metabolites, appetite regulation, genetic and epigenetic influences, stem cell commitment and function, and mitochondrial metabolism. Differences in body composition are a common phenotype following disruptions to the prenatal environment, and may contribute to developmental programming of obesity and diabetes risk.
Collapse
Affiliation(s)
- Elvira Isganaitis
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA.
- Research Division, Joslin Diabetes Center, 1 Joslin Place, Room 655A, Boston, 02215, MA, USA.
| |
Collapse
|
15
|
Ferey JLA, Boudoures AL, Reid M, Drury A, Scheaffer S, Modi Z, Kovacs A, Pietka T, DeBosch BJ, Thompson MD, Diwan A, Moley KH. A maternal high-fat, high-sucrose diet induces transgenerational cardiac mitochondrial dysfunction independently of maternal mitochondrial inheritance. Am J Physiol Heart Circ Physiol 2019; 316:H1202-H1210. [PMID: 30901280 PMCID: PMC6580388 DOI: 10.1152/ajpheart.00013.2019] [Citation(s) in RCA: 37] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Maternal obesity is correlated with cardiovascular disease in offspring, with a 1.3-fold increase in events observed in offspring of obese women. We have observed that obesity-exposed oocytes demonstrate impaired mitophagy and transmit damaged mitochondria to the offspring. Accordingly, we hypothesized that maternal obesity induces cardiac mitochondrial dysfunction in the offspring via transgenerational inheritance of abnormal oocyte mitochondria. We mated female mice fed a high-fat/high-sucrose (HFS) diet (or chow) with chow-fed males and assessed cardiac structure and function in their descendants that were chow fed in each generation. All F1 to F3 descendants bred via the female in each generation were nonobese and demonstrated cardiac mitochondrial abnormalities with crystal rarefaction and reduced oxygen consumption pointing to a transgenerational effect, while obese F0 dams' hearts were unaffected. Furthermore, male offspring from F1 to F3 generations and female F1 and F2 offspring developed increased left ventricular (LV) mass (vs. chow-fed controls). Increased LV mass was also observed in offspring generated by in vitro fertilization of obesity-exposed oocytes and gestation in nonobese surrogates, ruling out a gestational environment effect. Contrary to our hypothesis, male F1 also transmitted these effects to their offspring, ruling out maternal mitochondria as the primary mode of transmission. We conclude that transmission of obesity-induced effects in the oocyte nucleus rather than abnormal mitochondria underlie transgenerational inheritance of cardiac mitochondrial defects in descendants of obese females. These findings will spur exploration of epigenetic alterations in the oocyte genome as potential mechanisms whereby a family history of maternal obesity predisposes to cardiovascular disease in humans.
Collapse
Affiliation(s)
- Jeremie L. A. Ferey
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| | - Anna L. Boudoures
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| | - Michaela Reid
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| | - Andrea Drury
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| | - Suzanne Scheaffer
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| | - Zeel Modi
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| | - Attila Kovacs
- 2Center for Cardiovascular Research, Washington University School of Medicine, Saint Louis, Missouri
| | - Terri Pietka
- 2Center for Cardiovascular Research, Washington University School of Medicine, Saint Louis, Missouri
| | - Brian J. DeBosch
- 4Department of Pediatrics, Washington University School of Medicine, Saint Louis, Missouri
| | - Michael D. Thompson
- 4Department of Pediatrics, Washington University School of Medicine, Saint Louis, Missouri
| | - Abhinav Diwan
- 2Center for Cardiovascular Research, Washington University School of Medicine, Saint Louis, Missouri,3Division of Cardiology, Department of Medicine, Washington University School of Medicine, Saint Louis, Missouri,5John Cochran Veterans Affairs Medical Center, Saint Louis, Missouri
| | - Kelle H. Moley
- 1Center for Reproductive Health Sciences, Washington University School of Medicine, Saint Louis, Missouri
| |
Collapse
|
16
|
Moreno-Carranza B, Bravo-Manríquez M, Baez A, Ledesma-Colunga MG, Ruiz-Herrera X, Reyes-Ortega P, de los Ríos EA, Macotela Y, Martínez de la Escalera G, Clapp C. Prolactin regulates liver growth during postnatal development in mice. Am J Physiol Regul Integr Comp Physiol 2018; 314:R902-R908. [DOI: 10.1152/ajpregu.00003.2018] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The liver grows during the early postnatal period first at slower and then at faster rates than the body to achieve the adult liver-to-body weight ratio (LBW), a constant reflecting liver health. The hormone prolactin (PRL) stimulates adult liver growth and regeneration, and its levels are high in the circulation of newborn infants, but whether PRL plays a role in neonatal liver growth is unknown. Here, we show that the liver produces PRL and upregulates the PRL receptor in mice during the first 2 wk after birth, when liver growth lags behind body growth. At postnatal week 4, the production of PRL by the liver ceases coinciding with the elevation of circulating PRL and the faster liver growth that catches up with body growth. PRL receptor null mice ( Prlr−/−) show a significant decrease in the LBW at 1, 4, 6, and 10 postnatal weeks and reduced liver expression of proliferation [cyclin D1 ( Ccnd1)] and angiogenesis [platelet/endothelial cell adhesion molecule 1 ( Pecam1)] markers relative to Prlr+/+ mice. However, the LBW increases in Prlr−/− mice at postnatal week 2 concurring with the enhanced liver expression of Igf-1 and the liver upregulation and downregulation of suppressor of cytokine signaling 2 ( Socs2) and Socs3, respectively. These findings indicate that PRL acts locally and systemically to restrict and stimulate postnatal liver growth. PRL inhibits liver and body growth by attenuating growth hormone-induced Igf-1 liver expression via Socs2 and Socs3-related mechanisms.
Collapse
Affiliation(s)
- Bibiana Moreno-Carranza
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Marco Bravo-Manríquez
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Arelí Baez
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Maria G. Ledesma-Colunga
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Xarubet Ruiz-Herrera
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Pamela Reyes-Ortega
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Ericka A. de los Ríos
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | - Yazmín Macotela
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| | | | - Carmen Clapp
- Instituto de Neurobiología, Universidad Nacional Autónoma de México (UNAM), Querétaro City, Querétaro, México
| |
Collapse
|